Profiling Report

Dataset statistics

Number of variables	26
Number of observations	38577
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.7 MiB
Average record size in memory	181.0 B

Variable types

Numeric	10
Categorical	16

Alerts

`issue_d` has a high cardinality: 55 distinct values	High cardinality
`earliest_cr_line` has a high cardinality: 524 distinct values	High cardinality
`loan_amnt` is highly overall correlated with `funded_amnt_inv` and 1 other fields	High correlation
`funded_amnt_inv` is highly overall correlated with `loan_amnt` and 1 other fields	High correlation
`int_rate` is highly overall correlated with `grade` and 2 other fields	High correlation
`installment` is highly overall correlated with `loan_amnt` and 1 other fields	High correlation
`annual_inc` is highly overall correlated with `annual_inc_groups`	High correlation
`open_acc` is highly overall correlated with `total_acc` and 1 other fields	High correlation
`revol_util` is highly overall correlated with `revol_util_groups`	High correlation
`total_acc` is highly overall correlated with `open_acc` and 1 other fields	High correlation
`grade` is highly overall correlated with `int_rate` and 2 other fields	High correlation
`sub_grade` is highly overall correlated with `int_rate` and 2 other fields	High correlation
`int_rate_groups` is highly overall correlated with `int_rate` and 2 other fields	High correlation
`open_acc_groups` is highly overall correlated with `open_acc`	High correlation
`revol_util_groups` is highly overall correlated with `revol_util`	High correlation
`total_acc_groups` is highly overall correlated with `total_acc`	High correlation
`annual_inc_groups` is highly overall correlated with `annual_inc`	High correlation
`pub_rec` is highly imbalanced (86.5%)	Imbalance
`open_acc_groups` is highly imbalanced (52.8%)	Imbalance
`annual_inc_groups` is highly imbalanced (99.8%)	Imbalance
`annual_inc` is highly skewed (γ1 = 31.19841374)	Skewed
`inq_last_6mths` has 18709 (48.5%) zeros	Zeros
`revol_util` has 1004 (2.6%) zeros	Zeros

Reproduction

Analysis started	2023-05-10 17:59:11.751861
Analysis finished	2023-05-10 17:59:51.155840
Duration	39.4 seconds
Software version	ydata-profiling vv4.1.2
Download configuration	config.json

loan_amnt
Real number (ℝ)

Distinct	870
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11047.025

Minimum	500
Maximum	35000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	602.8 KiB

Quantile statistics

Minimum	500
5-th percentile	2400
Q1	5300
median	9600
Q3	15000
95-th percentile	25000
Maximum	35000
Range	34500
Interquartile range (IQR)	9700

Descriptive statistics

Standard deviation	7348.4416
Coefficient of variation (CV)	0.66519641
Kurtosis	0.84295245
Mean	11047.025
Median Absolute Deviation (MAD)	4600
Skewness	1.0781027
Sum	4.261611 × 10⁸
Variance	53999595
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10000	2809	7.3%
12000	2248	5.8%
5000	2028	5.3%
6000	1886	4.9%
15000	1838	4.8%
8000	1568	4.1%
20000	1536	4.0%
25000	1327	3.4%
4000	1123	2.9%
3000	1018	2.6%
Other values (860)	21196	54.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
500	5	< 0.1%
700	1	< 0.1%
725	1	< 0.1%
750	1	< 0.1%
800	1	< 0.1%
900	2	< 0.1%
950	1	< 0.1%
1000	298	0.8%
1050	4	< 0.1%
1075	1	< 0.1%

Value	Count	Frequency (%)
35000	601	1.6%
34800	2	< 0.1%
34675	1	< 0.1%
34525	1	< 0.1%
34475	5	< 0.1%
34200	1	< 0.1%
34000	13	< 0.1%
33950	8	< 0.1%
33600	4	< 0.1%
33500	2	< 0.1%

funded_amnt_inv
Real number (ℝ)

Distinct	8050
Distinct (%)	20.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10222.481

Minimum	0
Maximum	35000
Zeros	129
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	602.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1800
Q1	5000
median	8733.44
Q3	14000
95-th percentile	24500.067
Maximum	35000
Range	35000
Interquartile range (IQR)	9000

Descriptive statistics

Standard deviation	7022.7206
Coefficient of variation (CV)	0.68698788
Kurtosis	1.1648002
Mean	10222.481
Median Absolute Deviation (MAD)	4066.56
Skewness	1.1299968
Sum	3.9435265 × 10⁸
Variance	49318605
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5000	1294	3.4%
10000	1264	3.3%
6000	1182	3.1%
12000	1016	2.6%
8000	887	2.3%
4000	806	2.1%
3000	790	2.0%
15000	630	1.6%
7000	596	1.5%
2000	448	1.2%
Other values (8040)	29664	76.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	129	0.3%
0.000121098	1	< 0.1%
0.000531133	1	< 0.1%
0.000654607	1	< 0.1%
0.001867696	1	< 0.1%
0.001963093	1	< 0.1%
0.001966974	1	< 0.1%
0.002251738	1	< 0.1%
0.002283598	1	< 0.1%
0.002373058	1	< 0.1%

Value	Count	Frequency (%)
35000	127	0.3%
34997.35245	1	< 0.1%
34993.65539	1	< 0.1%
34993.32571	1	< 0.1%
34993.26306	1	< 0.1%
34993.19696	1	< 0.1%
34990.4308	1	< 0.1%
34987.27101	1	< 0.1%
34977.34674	1	< 0.1%
34975.81636	1	< 0.1%

term
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	602.8 KiB

36 months	29096
60 months	9481

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	385770
Distinct characters	10
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	36 months
2nd row	60 months
3rd row	36 months
4th row	36 months
5th row	36 months

Common Values

Value	Count	Frequency (%)
36 months	29096	75.4%
60 months	9481	24.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
months	38577	50.0%
36	29096	37.7%
60	9481	12.3%

Most occurring characters

Value	Count	Frequency (%)
	77154	20.0%
6	38577	10.0%
m	38577	10.0%
o	38577	10.0%
n	38577	10.0%
t	38577	10.0%
h	38577	10.0%
s	38577	10.0%
3	29096	7.5%
0	9481	2.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	231462	60.0%
Space Separator	77154	20.0%
Decimal Number	77154	20.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
m	38577	16.7%
o	38577	16.7%
n	38577	16.7%
t	38577	16.7%
h	38577	16.7%
s	38577	16.7%

Decimal Number

Value	Count	Frequency (%)
6	38577	50.0%
3	29096	37.7%
0	9481	12.3%

Space Separator

Value	Count	Frequency (%)
	77154	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	231462	60.0%
Common	154308	40.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
m	38577	16.7%
o	38577	16.7%
n	38577	16.7%
t	38577	16.7%
h	38577	16.7%
s	38577	16.7%

Common

Value	Count	Frequency (%)
	77154	50.0%
6	38577	25.0%
3	29096	18.9%
0	9481	6.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	385770	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	77154	20.0%
6	38577	10.0%
m	38577	10.0%
o	38577	10.0%
n	38577	10.0%
t	38577	10.0%
h	38577	10.0%
s	38577	10.0%
3	29096	7.5%
0	9481	2.5%

int_rate
Real number (ℝ)

Distinct	370
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.932219

Minimum	5.42
Maximum	24.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	602.8 KiB

Quantile statistics

Minimum	5.42
5-th percentile	6.17
Q1	8.94
median	11.71
Q3	14.38
95-th percentile	18.312
Maximum	24.4
Range	18.98
Interquartile range (IQR)	5.44

Descriptive statistics

Standard deviation	3.6913274
Coefficient of variation (CV)	0.30935801
Kurtosis	-0.44728002
Mean	11.932219
Median Absolute Deviation (MAD)	2.75
Skewness	0.29362684
Sum	460309.2
Variance	13.625898
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.99	913	2.4%
11.49	790	2.0%
7.51	787	2.0%
13.49	749	1.9%
7.88	725	1.9%
7.49	651	1.7%
9.99	590	1.5%
7.9	574	1.5%
5.42	573	1.5%
11.71	559	1.4%
Other values (360)	31666	82.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.42	573	1.5%
5.79	410	1.1%
5.99	347	0.9%
6	16	< 0.1%
6.03	447	1.2%
6.17	252	0.7%
6.39	58	0.2%
6.54	305	0.8%
6.62	396	1.0%
6.76	168	0.4%

Value	Count	Frequency (%)
24.4	1	< 0.1%
24.11	3	< 0.1%
23.91	9	< 0.1%
23.59	4	< 0.1%
23.52	6	< 0.1%
23.22	9	< 0.1%
23.13	8	< 0.1%
22.94	1	< 0.1%
22.85	8	< 0.1%
22.74	15	< 0.1%

installment
Real number (ℝ)

Distinct	15022
Distinct (%)	38.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	322.46632

Minimum	15.69
Maximum	1305.19
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	602.8 KiB

Quantile statistics

Minimum	15.69
5-th percentile	70.61
Q1	165.74
median	277.86
Q3	425.55
95-th percentile	760.82
Maximum	1305.19
Range	1289.5
Interquartile range (IQR)	259.81

Descriptive statistics

Standard deviation	208.63921
Coefficient of variation (CV)	0.64701087
Kurtosis	1.3179975
Mean	322.46632
Median Absolute Deviation (MAD)	121.76
Skewness	1.1504865
Sum	12439783
Variance	43530.322
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
311.11	68	0.2%
180.96	59	0.2%
311.02	54	0.1%
150.8	48	0.1%
368.45	46	0.1%
372.12	45	0.1%
330.76	43	0.1%
339.31	42	0.1%
317.72	41	0.1%
301.6	41	0.1%
Other values (15012)	38090	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15.69	1	< 0.1%
16.08	1	< 0.1%
16.25	1	< 0.1%
16.31	1	< 0.1%
16.47	1	< 0.1%
19.87	1	< 0.1%
20.22	1	< 0.1%
21.25	1	< 0.1%
21.81	1	< 0.1%
22.51	1	< 0.1%

Value	Count	Frequency (%)
1305.19	1	< 0.1%
1302.69	1	< 0.1%
1295.21	1	< 0.1%
1288.1	2	< 0.1%
1283.5	1	< 0.1%
1276.6	3	< 0.1%
1272.2	1	< 0.1%
1269.73	5	< 0.1%
1265.16	1	< 0.1%
1263.23	1	< 0.1%

grade
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	602.8 KiB

B	11675
A	10045
C	7834
D	5085
E	2663
Other values (2)	1275

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	38577
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	B
2nd row	C
3rd row	C
4th row	C
5th row	A

Common Values

Value	Count	Frequency (%)
B	11675	30.3%
A	10045	26.0%
C	7834	20.3%
D	5085	13.2%
E	2663	6.9%
F	976	2.5%
G	299	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
b	11675	30.3%
a	10045	26.0%
c	7834	20.3%
d	5085	13.2%
e	2663	6.9%
f	976	2.5%
g	299	0.8%

Most occurring characters

Value	Count	Frequency (%)
B	11675	30.3%
A	10045	26.0%
C	7834	20.3%
D	5085	13.2%
E	2663	6.9%
F	976	2.5%
G	299	0.8%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	38577	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
B	11675	30.3%
A	10045	26.0%
C	7834	20.3%
D	5085	13.2%
E	2663	6.9%
F	976	2.5%
G	299	0.8%

Most occurring scripts

Value	Count	Frequency (%)
Latin	38577	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
B	11675	30.3%
A	10045	26.0%
C	7834	20.3%
D	5085	13.2%
E	2663	6.9%
F	976	2.5%
G	299	0.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	38577	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
B	11675	30.3%
A	10045	26.0%
C	7834	20.3%
D	5085	13.2%
E	2663	6.9%
F	976	2.5%
G	299	0.8%

sub_grade
Categorical

Distinct	35
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	602.8 KiB

A4	2873
B3	2825
A5	2715
B5	2615
B4	2437
Other values (30)	25112

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	77154
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	B2
2nd row	C4
3rd row	C5
4th row	C1
5th row	A4

Common Values

Value	Count	Frequency (%)
A4	2873	7.4%
B3	2825	7.3%
A5	2715	7.0%
B5	2615	6.8%
B4	2437	6.3%
C1	2055	5.3%
B2	2001	5.2%
C2	1931	5.0%
A3	1810	4.7%
B1	1797	4.7%
Other values (25)	15518	40.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
a4	2873	7.4%
b3	2825	7.3%
a5	2715	7.0%
b5	2615	6.8%
b4	2437	6.3%
c1	2055	5.3%
b2	2001	5.2%
c2	1931	5.0%
a3	1810	4.7%
b1	1797	4.7%
Other values (25)	15518	40.2%

Most occurring characters

Value	Count	Frequency (%)
B	11675	15.1%
A	10045	13.0%
4	8063	10.5%
3	7974	10.3%
5	7847	10.2%
C	7834	10.2%
2	7650	9.9%
1	7043	9.1%
D	5085	6.6%
E	2663	3.5%
Other values (2)	1275	1.7%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	38577	50.0%
Decimal Number	38577	50.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
B	11675	30.3%
A	10045	26.0%
C	7834	20.3%
D	5085	13.2%
E	2663	6.9%
F	976	2.5%
G	299	0.8%

Decimal Number

Value	Count	Frequency (%)
4	8063	20.9%
3	7974	20.7%
5	7847	20.3%
2	7650	19.8%
1	7043	18.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	38577	50.0%
Common	38577	50.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
B	11675	30.3%
A	10045	26.0%
C	7834	20.3%
D	5085	13.2%
E	2663	6.9%
F	976	2.5%
G	299	0.8%

Common

Value	Count	Frequency (%)
4	8063	20.9%
3	7974	20.7%
5	7847	20.3%
2	7650	19.8%
1	7043	18.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	77154	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
B	11675	15.1%
A	10045	13.0%
4	8063	10.5%
3	7974	10.3%
5	7847	10.2%
C	7834	10.2%
2	7650	9.9%
1	7043	9.1%
D	5085	6.6%
E	2663	3.5%
Other values (2)	1275	1.7%

emp_length
Categorical

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	602.8 KiB

10+ years	9521
< 1 year	4508
2 years	4291
3 years	4012
4 years	3342
Other values (6)	12903

Length

Max length	9
Median length	7
Mean length	7.52832
Min length	6

Characters and Unicode

Total characters	290420
Distinct characters	18
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	10+ years
2nd row	< 1 year
3rd row	10+ years
4th row	10+ years
5th row	3 years

Common Values

Value	Count	Frequency (%)
10+ years	9521	24.7%
< 1 year	4508	11.7%
2 years	4291	11.1%
3 years	4012	10.4%
4 years	3342	8.7%
5 years	3194	8.3%
1 year	3169	8.2%
6 years	2168	5.6%
7 years	1711	4.4%
8 years	1435	3.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
years	30900	37.8%
10	9521	11.7%
1	7677	9.4%
year	7677	9.4%
	4508	5.5%
2	4291	5.3%
3	4012	4.9%
4	3342	4.1%
5	3194	3.9%
6	2168	2.7%
Other values (3)	4372	5.4%

Most occurring characters

Value	Count	Frequency (%)
	43085	14.8%
y	38577	13.3%
e	38577	13.3%
a	38577	13.3%
r	38577	13.3%
s	30900	10.6%
1	17198	5.9%
0	9521	3.3%
+	9521	3.3%
<	4508	1.6%
Other values (8)	21379	7.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	185208	63.8%
Decimal Number	48098	16.6%
Space Separator	43085	14.8%
Math Symbol	14029	4.8%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	17198	35.8%
0	9521	19.8%
2	4291	8.9%
3	4012	8.3%
4	3342	6.9%
5	3194	6.6%
6	2168	4.5%
7	1711	3.6%
8	1435	3.0%
9	1226	2.5%

Lowercase Letter

Value	Count	Frequency (%)
y	38577	20.8%
e	38577	20.8%
a	38577	20.8%
r	38577	20.8%
s	30900	16.7%

Math Symbol

Value	Count	Frequency (%)
+	9521	67.9%
<	4508	32.1%

Space Separator

Value	Count	Frequency (%)
	43085	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	185208	63.8%
Common	105212	36.2%

Most frequent character per script

Common

Value	Count	Frequency (%)
	43085	41.0%
1	17198	16.3%
0	9521	9.0%
+	9521	9.0%
<	4508	4.3%
2	4291	4.1%
3	4012	3.8%
4	3342	3.2%
5	3194	3.0%
6	2168	2.1%
Other values (3)	4372	4.2%

Latin

Value	Count	Frequency (%)
y	38577	20.8%
e	38577	20.8%
a	38577	20.8%
r	38577	20.8%
s	30900	16.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	290420	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	43085	14.8%
y	38577	13.3%
e	38577	13.3%
a	38577	13.3%
r	38577	13.3%
s	30900	10.6%
1	17198	5.9%
0	9521	3.3%
+	9521	3.3%
<	4508	1.6%
Other values (8)	21379	7.4%

home_ownership
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	602.8 KiB

RENT	18480
MORTGAGE	17021
OWN	2975
OTHER	98
NONE	3

Length

Max length	8
Median length	5
Mean length	5.6903077
Min length	3

Characters and Unicode

Total characters	219515
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	RENT
2nd row	RENT
3rd row	RENT
4th row	RENT
5th row	RENT

Common Values

Value	Count	Frequency (%)
RENT	18480	47.9%
MORTGAGE	17021	44.1%
OWN	2975	7.7%
OTHER	98	0.3%
NONE	3	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
rent	18480	47.9%
mortgage	17021	44.1%
own	2975	7.7%
other	98	0.3%
none	3	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
E	35602	16.2%
R	35599	16.2%
T	35599	16.2%
G	34042	15.5%
N	21461	9.8%
O	20097	9.2%
M	17021	7.8%
A	17021	7.8%
W	2975	1.4%
H	98	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	219515	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	35602	16.2%
R	35599	16.2%
T	35599	16.2%
G	34042	15.5%
N	21461	9.8%
O	20097	9.2%
M	17021	7.8%
A	17021	7.8%
W	2975	1.4%
H	98	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	219515	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	35602	16.2%
R	35599	16.2%
T	35599	16.2%
G	34042	15.5%
N	21461	9.8%
O	20097	9.2%
M	17021	7.8%
A	17021	7.8%
W	2975	1.4%
H	98	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	219515	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
E	35602	16.2%
R	35599	16.2%
T	35599	16.2%
G	34042	15.5%
N	21461	9.8%
O	20097	9.2%
M	17021	7.8%
A	17021	7.8%
W	2975	1.4%
H	98	< 0.1%

annual_inc
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	5215
Distinct (%)	13.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	68777.974

Minimum	4000
Maximum	6000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	602.8 KiB

Quantile statistics

Minimum	4000
5-th percentile	24000
Q1	40000
median	58868
Q3	82000
95-th percentile	140004
Maximum	6000000
Range	5996000
Interquartile range (IQR)	42000

Descriptive statistics

Standard deviation	64218.682
Coefficient of variation (CV)	0.93371
Kurtosis	2308.7752
Mean	68777.974
Median Absolute Deviation (MAD)	19868
Skewness	31.198414
Sum	2.6532479 × 10⁹
Variance	4.1240391 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60000	1466	3.8%
50000	1029	2.7%
40000	855	2.2%
45000	811	2.1%
30000	808	2.1%
75000	786	2.0%
65000	779	2.0%
70000	714	1.9%
48000	696	1.8%
80000	636	1.6%
Other values (5205)	29997	77.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4000	1	< 0.1%
4080	1	< 0.1%
4200	2	< 0.1%
4800	4	< 0.1%
4888	1	< 0.1%
5000	1	< 0.1%
5500	1	< 0.1%
6000	5	< 0.1%
7000	1	< 0.1%
7200	4	< 0.1%

Value	Count	Frequency (%)
6000000	1	< 0.1%
3900000	1	< 0.1%
2039784	1	< 0.1%
1900000	1	< 0.1%
1782000	1	< 0.1%
1440000	1	< 0.1%
1362000	1	< 0.1%
1250000	1	< 0.1%
1200000	4	< 0.1%
1176000	1	< 0.1%

verification_status
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	602.8 KiB

Not Verified	16694
Verified	12206
Source Verified	9677

Length

Max length	15
Median length	12
Mean length	11.486922
Min length	8

Characters and Unicode

Total characters	443131
Distinct characters	13
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Verified
2nd row	Source Verified
3rd row	Not Verified
4th row	Source Verified
5th row	Source Verified

Common Values

Value	Count	Frequency (%)
Not Verified	16694	43.3%
Verified	12206	31.6%
Source Verified	9677	25.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
verified	38577	59.4%
not	16694	25.7%
source	9677	14.9%

Most occurring characters

Value	Count	Frequency (%)
e	86831	19.6%
i	77154	17.4%
r	48254	10.9%
V	38577	8.7%
f	38577	8.7%
d	38577	8.7%
o	26371	6.0%
	26371	6.0%
N	16694	3.8%
t	16694	3.8%
Other values (3)	29031	6.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	351812	79.4%
Uppercase Letter	64948	14.7%
Space Separator	26371	6.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	86831	24.7%
i	77154	21.9%
r	48254	13.7%
f	38577	11.0%
d	38577	11.0%
o	26371	7.5%
t	16694	4.7%
u	9677	2.8%
c	9677	2.8%

Uppercase Letter

Value	Count	Frequency (%)
V	38577	59.4%
N	16694	25.7%
S	9677	14.9%

Space Separator

Value	Count	Frequency (%)
	26371	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	416760	94.0%
Common	26371	6.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	86831	20.8%
i	77154	18.5%
r	48254	11.6%
V	38577	9.3%
f	38577	9.3%
d	38577	9.3%
o	26371	6.3%
N	16694	4.0%
t	16694	4.0%
S	9677	2.3%
Other values (2)	19354	4.6%

Common

Value	Count	Frequency (%)
	26371	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	443131	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	86831	19.6%
i	77154	17.4%
r	48254	10.9%
V	38577	8.7%
f	38577	8.7%
d	38577	8.7%
o	26371	6.0%
	26371	6.0%
N	16694	3.8%
t	16694	3.8%
Other values (3)	29031	6.6%

issue_d
Categorical

Distinct	55
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	602.8 KiB

Nov-11	2062
Dec-11	2042
Oct-11	1941
Sep-11	1913
Aug-11	1798
Other values (50)	28821

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Characters and Unicode

Total characters	231462
Distinct characters	28
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	Dec-11
2nd row	Dec-11
3rd row	Dec-11
4th row	Dec-11
5th row	Dec-11

Common Values

Value	Count	Frequency (%)
Nov-11	2062	5.3%
Dec-11	2042	5.3%
Oct-11	1941	5.0%
Sep-11	1913	5.0%
Aug-11	1798	4.7%
Jul-11	1745	4.5%
Jun-11	1728	4.5%
May-11	1609	4.2%
Apr-11	1559	4.0%
Mar-11	1442	3.7%
Other values (45)	20738	53.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
nov-11	2062	5.3%
dec-11	2042	5.3%
oct-11	1941	5.0%
sep-11	1913	5.0%
aug-11	1798	4.7%
jul-11	1745	4.5%
jun-11	1728	4.5%
may-11	1609	4.2%
apr-11	1559	4.0%
mar-11	1442	3.7%
Other values (45)	20738	53.8%

Most occurring characters

Value	Count	Frequency (%)
1	52564	22.7%
-	38577	16.7%
0	18061	7.8%
e	10071	4.4%
u	9919	4.3%
J	8910	3.8%
a	7989	3.5%
c	7976	3.4%
p	6329	2.7%
A	6219	2.7%
Other values (18)	64847	28.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	77154	33.3%
Lowercase Letter	77154	33.3%
Dash Punctuation	38577	16.7%
Uppercase Letter	38577	16.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	10071	13.1%
u	9919	12.9%
a	7989	10.4%
c	7976	10.3%
p	6329	8.2%
n	5559	7.2%
r	5522	7.2%
o	4006	5.2%
v	4006	5.2%
t	3761	4.9%
Other values (4)	12016	15.6%

Uppercase Letter

Value	Count	Frequency (%)
J	8910	23.1%
A	6219	16.1%
M	5610	14.5%
D	4215	10.9%
N	4006	10.4%
O	3761	9.7%
S	3498	9.1%
F	2358	6.1%

Decimal Number

Value	Count	Frequency (%)
1	52564	68.1%
0	18061	23.4%
9	4716	6.1%
8	1562	2.0%
7	251	0.3%

Dash Punctuation

Value	Count	Frequency (%)
-	38577	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	115731	50.0%
Latin	115731	50.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	10071	8.7%
u	9919	8.6%
J	8910	7.7%
a	7989	6.9%
c	7976	6.9%
p	6329	5.5%
A	6219	5.4%
M	5610	4.8%
n	5559	4.8%
r	5522	4.8%
Other values (12)	41627	36.0%

Common

Value	Count	Frequency (%)
1	52564	45.4%
-	38577	33.3%
0	18061	15.6%
9	4716	4.1%
8	1562	1.3%
7	251	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	231462	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	52564	22.7%
-	38577	16.7%
0	18061	7.8%
e	10071	4.4%
u	9919	4.3%
J	8910	3.8%
a	7989	3.5%
c	7976	3.4%
p	6329	2.7%
A	6219	2.7%
Other values (18)	64847	28.0%

loan_status
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	602.8 KiB

Fully Paid	32950
Charged Off	5627

Length

Max length	11
Median length	10
Mean length	10.145864
Min length	10

Characters and Unicode

Total characters	391397
Distinct characters	16
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Fully Paid
2nd row	Charged Off
3rd row	Fully Paid
4th row	Fully Paid
5th row	Fully Paid

Common Values

Value	Count	Frequency (%)
Fully Paid	32950	85.4%
Charged Off	5627	14.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
fully	32950	42.7%
paid	32950	42.7%
charged	5627	7.3%
off	5627	7.3%

Most occurring characters

Value	Count	Frequency (%)
l	65900	16.8%
	38577	9.9%
a	38577	9.9%
d	38577	9.9%
F	32950	8.4%
u	32950	8.4%
y	32950	8.4%
P	32950	8.4%
i	32950	8.4%
f	11254	2.9%
Other values (6)	33762	8.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	275666	70.4%
Uppercase Letter	77154	19.7%
Space Separator	38577	9.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
l	65900	23.9%
a	38577	14.0%
d	38577	14.0%
u	32950	12.0%
y	32950	12.0%
i	32950	12.0%
f	11254	4.1%
h	5627	2.0%
r	5627	2.0%
g	5627	2.0%

Uppercase Letter

Value	Count	Frequency (%)
F	32950	42.7%
P	32950	42.7%
C	5627	7.3%
O	5627	7.3%

Space Separator

Value	Count	Frequency (%)
	38577	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	352820	90.1%
Common	38577	9.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
l	65900	18.7%
a	38577	10.9%
d	38577	10.9%
F	32950	9.3%
u	32950	9.3%
y	32950	9.3%
P	32950	9.3%
i	32950	9.3%
f	11254	3.2%
C	5627	1.6%
Other values (5)	28135	8.0%

Common

Value	Count	Frequency (%)
	38577	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	391397	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
l	65900	16.8%
	38577	9.9%
a	38577	9.9%
d	38577	9.9%
F	32950	8.4%
u	32950	8.4%
y	32950	8.4%
P	32950	8.4%
i	32950	8.4%
f	11254	2.9%
Other values (6)	33762	8.6%

purpose
Categorical

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	602.8 KiB

debt_consolidation	18055
credit_card	5027
other	3865
home_improvement	2875
major_purchase	2150
Other values (9)	6605

Length

Max length	18
Median length	16
Mean length	13.726106
Min length	3

Characters and Unicode

Total characters	529512
Distinct characters	22
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	credit_card
2nd row	car
3rd row	small_business
4th row	other
5th row	wedding

Common Values

Value	Count	Frequency (%)
debt_consolidation	18055	46.8%
credit_card	5027	13.0%
other	3865	10.0%
home_improvement	2875	7.5%
major_purchase	2150	5.6%
small_business	1754	4.5%
car	1499	3.9%
wedding	926	2.4%
medical	681	1.8%
moving	576	1.5%
Other values (4)	1169	3.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
debt_consolidation	18055	46.8%
credit_card	5027	13.0%
other	3865	10.0%
home_improvement	2875	7.5%
major_purchase	2150	5.6%
small_business	1754	4.5%
car	1499	3.9%
wedding	926	2.4%
medical	681	1.8%
moving	576	1.5%
Other values (4)	1169	3.0%

Most occurring characters

Value	Count	Frequency (%)
o	67573	12.8%
d	49022	9.3%
i	48649	9.2%
t	48577	9.2%
n	43145	8.1%
e	42285	8.0%
c	33139	6.3%
a	32818	6.2%
_	29963	5.7%
s	27588	5.2%
Other values (12)	106753	20.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	499549	94.3%
Connector Punctuation	29963	5.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	67573	13.5%
d	49022	9.8%
i	48649	9.7%
t	48577	9.7%
n	43145	8.6%
e	42285	8.5%
c	33139	6.6%
a	32818	6.6%
s	27588	5.5%
r	22797	4.6%
Other values (11)	83956	16.8%

Connector Punctuation

Value	Count	Frequency (%)
_	29963	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	499549	94.3%
Common	29963	5.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	67573	13.5%
d	49022	9.8%
i	48649	9.7%
t	48577	9.7%
n	43145	8.6%
e	42285	8.5%
c	33139	6.6%
a	32818	6.6%
s	27588	5.5%
r	22797	4.6%
Other values (11)	83956	16.8%

Common

Value	Count	Frequency (%)
_	29963	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	529512	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	67573	12.8%
d	49022	9.3%
i	48649	9.2%
t	48577	9.2%
n	43145	8.1%
e	42285	8.0%
c	33139	6.3%
a	32818	6.2%
_	29963	5.7%
s	27588	5.2%
Other values (12)	106753	20.2%

dti
Real number (ℝ)

Distinct	2853
Distinct (%)	7.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.272727

Minimum	0
Maximum	29.99
Zeros	178
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	602.8 KiB

Quantile statistics

Minimum	0
5-th percentile	2.1
Q1	8.13
median	13.37
Q3	18.56
95-th percentile	23.8
Maximum	29.99
Range	29.99
Interquartile range (IQR)	10.43

Descriptive statistics

Standard deviation	6.6730443
Coefficient of variation (CV)	0.50276362
Kurtosis	-0.85629801
Mean	13.272727
Median Absolute Deviation (MAD)	5.21
Skewness	-0.026842422
Sum	512021.99
Variance	44.52952
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	178	0.5%
12	46	0.1%
18	45	0.1%
19.2	39	0.1%
13.2	39	0.1%
12.48	37	0.1%
16.8	37	0.1%
15	36	0.1%
6	36	0.1%
13.5	36	0.1%
Other values (2843)	38048	98.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	178	0.5%
0.01	3	< 0.1%
0.02	5	< 0.1%
0.03	2	< 0.1%
0.04	3	< 0.1%
0.05	2	< 0.1%
0.06	1	< 0.1%
0.07	5	< 0.1%
0.08	5	< 0.1%
0.09	2	< 0.1%

Value	Count	Frequency (%)
29.99	1	< 0.1%
29.93	3	< 0.1%
29.92	2	< 0.1%
29.89	1	< 0.1%
29.88	1	< 0.1%
29.86	2	< 0.1%
29.85	1	< 0.1%
29.82	1	< 0.1%
29.79	1	< 0.1%
29.78	1	< 0.1%

earliest_cr_line
Categorical

Distinct	524
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	602.8 KiB

Oct-99	360
Nov-98	357
Oct-00	341
Dec-98	340
Dec-97	318
Other values (519)	36861

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Characters and Unicode

Total characters	231462
Distinct characters	33
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	35 ?
Unique (%)	0.1%

Sample

1st row	Jan-85
2nd row	Apr-99
3rd row	Nov-01
4th row	Feb-96
5th row	Nov-04

Common Values

Value	Count	Frequency (%)
Oct-99	360	0.9%
Nov-98	357	0.9%
Oct-00	341	0.9%
Dec-98	340	0.9%
Dec-97	318	0.8%
Nov-99	315	0.8%
Nov-00	312	0.8%
Sep-00	299	0.8%
Oct-98	295	0.8%
Nov-97	293	0.8%
Other values (514)	35347	91.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
oct-99	360	0.9%
nov-98	357	0.9%
oct-00	341	0.9%
dec-98	340	0.9%
dec-97	318	0.8%
nov-99	315	0.8%
nov-00	312	0.8%
sep-00	299	0.8%
oct-98	295	0.8%
nov-97	293	0.8%
Other values (514)	35347	91.6%

Most occurring characters

Value	Count	Frequency (%)
-	38577	16.7%
9	22648	9.8%
0	18912	8.2%
e	10239	4.4%
J	9161	4.0%
u	9043	3.9%
a	8871	3.8%
8	8153	3.5%
c	7918	3.4%
n	6194	2.7%
Other values (23)	91746	39.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	77154	33.3%
Lowercase Letter	77154	33.3%
Dash Punctuation	38577	16.7%
Uppercase Letter	38577	16.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	10239	13.3%
u	9043	11.7%
a	8871	11.5%
c	7918	10.3%
n	6194	8.0%
p	6151	8.0%
r	5361	6.9%
t	3967	5.1%
v	3811	4.9%
o	3811	4.9%
Other values (4)	11788	15.3%

Decimal Number

Value	Count	Frequency (%)
9	22648	29.4%
0	18912	24.5%
8	8153	10.6%
7	4675	6.1%
4	4141	5.4%
5	4080	5.3%
6	4056	5.3%
3	3666	4.8%
1	3635	4.7%
2	3188	4.1%

Uppercase Letter

Value	Count	Frequency (%)
J	9161	23.7%
A	5859	15.2%
M	5540	14.4%
O	3967	10.3%
D	3951	10.2%
N	3811	9.9%
S	3505	9.1%
F	2783	7.2%

Dash Punctuation

Value	Count	Frequency (%)
-	38577	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	115731	50.0%
Latin	115731	50.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	10239	8.8%
J	9161	7.9%
u	9043	7.8%
a	8871	7.7%
c	7918	6.8%
n	6194	5.4%
p	6151	5.3%
A	5859	5.1%
M	5540	4.8%
r	5361	4.6%
Other values (12)	41394	35.8%

Common

Value	Count	Frequency (%)
-	38577	33.3%
9	22648	19.6%
0	18912	16.3%
8	8153	7.0%
7	4675	4.0%
4	4141	3.6%
5	4080	3.5%
6	4056	3.5%
3	3666	3.2%
1	3635	3.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	231462	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
-	38577	16.7%
9	22648	9.8%
0	18912	8.2%
e	10239	4.4%
J	9161	4.0%
u	9043	3.9%
a	8871	3.8%
8	8153	3.5%
c	7918	3.4%
n	6194	2.7%
Other values (23)	91746	39.6%

inq_last_6mths
Real number (ℝ)

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.87173705

Minimum	0
Maximum	8
Zeros	18709
Zeros (%)	48.5%
Negative	0
Negative (%)	0.0%
Memory size	602.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	3
Maximum	8
Range	8
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.0715457
Coefficient of variation (CV)	1.2292075
Kurtosis	2.524438
Mean	0.87173705
Median Absolute Deviation (MAD)	1
Skewness	1.3843898
Sum	33629
Variance	1.1482102
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	18709	48.5%
1	10660	27.6%
2	5654	14.7%
3	2983	7.7%
4	316	0.8%
5	144	0.4%
6	63	0.2%
7	34	0.1%
8	14	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18709	48.5%
1	10660	27.6%
2	5654	14.7%
3	2983	7.7%
4	316	0.8%
5	144	0.4%
6	63	0.2%
7	34	0.1%
8	14	< 0.1%

Value	Count	Frequency (%)
8	14	< 0.1%
7	34	0.1%
6	63	0.2%
5	144	0.4%
4	316	0.8%
3	2983	7.7%
2	5654	14.7%
1	10660	27.6%
0	18709	48.5%

open_acc
Real number (ℝ)

Distinct	40
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.2754232

Minimum	2
Maximum	44
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	602.8 KiB

Quantile statistics

Minimum	2
5-th percentile	3
Q1	6
median	9
Q3	12
95-th percentile	17
Maximum	44
Range	42
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.4015883
Coefficient of variation (CV)	0.47454312
Kurtosis	1.6939605
Mean	9.2754232
Median Absolute Deviation (MAD)	3
Skewness	1.0072882
Sum	357818
Variance	19.373979
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
7	3909	10.1%
6	3846	10.0%
8	3814	9.9%
9	3607	9.4%
5	3111	8.1%
10	3097	8.0%
11	2666	6.9%
4	2300	6.0%
12	2198	5.7%
13	1855	4.8%
Other values (30)	8174	21.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	596	1.5%
3	1470	3.8%
4	2300	6.0%
5	3111	8.1%
6	3846	10.0%
7	3909	10.1%
8	3814	9.9%
9	3607	9.4%
10	3097	8.0%
11	2666	6.9%

Value	Count	Frequency (%)
44	1	< 0.1%
42	1	< 0.1%
41	1	< 0.1%
39	1	< 0.1%
38	1	< 0.1%
36	2	< 0.1%
35	4	< 0.1%
34	5	< 0.1%
33	3	< 0.1%
32	3	< 0.1%

pub_rec
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	602.8 KiB

0	36507
1	2013
2	48
3	7
4	2

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	38577
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	36507	94.6%
1	2013	5.2%
2	48	0.1%
3	7	< 0.1%
4	2	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	36507	94.6%
1	2013	5.2%
2	48	0.1%
3	7	< 0.1%
4	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	36507	94.6%
1	2013	5.2%
2	48	0.1%
3	7	< 0.1%
4	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	38577	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	36507	94.6%
1	2013	5.2%
2	48	0.1%
3	7	< 0.1%
4	2	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	38577	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	36507	94.6%
1	2013	5.2%
2	48	0.1%
3	7	< 0.1%
4	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	38577	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	36507	94.6%
1	2013	5.2%
2	48	0.1%
3	7	< 0.1%
4	2	< 0.1%

revol_util
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1088
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	48.639653

Minimum	0
Maximum	99.9
Zeros	1004
Zeros (%)	2.6%
Negative	0
Negative (%)	0.0%
Memory size	602.8 KiB

Quantile statistics

Minimum	0
5-th percentile	2.5
Q1	25.1
median	49
Q3	72.2
95-th percentile	93.5
Maximum	99.9
Range	99.9
Interquartile range (IQR)	47.1

Descriptive statistics

Standard deviation	28.40046
Coefficient of variation (CV)	0.58389521
Kurtosis	-1.1093555
Mean	48.639653
Median Absolute Deviation (MAD)	23.5
Skewness	-0.027297523
Sum	1876371.9
Variance	806.58613
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1004	2.6%
0.2	62	0.2%
63	62	0.2%
40.7	57	0.1%
31.2	57	0.1%
70.4	56	0.1%
61	56	0.1%
66.7	56	0.1%
57.4	55	0.1%
37.6	55	0.1%
Other values (1078)	37057	96.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1004	2.6%
0.01	1	< 0.1%
0.03	1	< 0.1%
0.04	1	< 0.1%
0.05	1	< 0.1%
0.1	55	0.1%
0.12	1	< 0.1%
0.16	1	< 0.1%
0.2	62	0.2%
0.3	42	0.1%

Value	Count	Frequency (%)
99.9	25	0.1%
99.8	23	0.1%
99.7	30	0.1%
99.6	22	0.1%
99.5	23	0.1%
99.4	21	0.1%
99.3	29	0.1%
99.2	17	< 0.1%
99.1	28	0.1%
99	32	0.1%

total_acc
Real number (ℝ)

Distinct	82
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.052648

Minimum	2
Maximum	90
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	602.8 KiB

Quantile statistics

Minimum	2
5-th percentile	7
Q1	13
median	20
Q3	29
95-th percentile	43
Maximum	90
Range	88
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	11.425861
Coefficient of variation (CV)	0.5181174
Kurtosis	0.70052296
Mean	22.052648
Median Absolute Deviation (MAD)	7
Skewness	0.83248058
Sum	850725
Variance	130.55029
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16	1424	3.7%
15	1418	3.7%
17	1411	3.7%
14	1403	3.6%
20	1390	3.6%
18	1379	3.6%
13	1366	3.5%
21	1356	3.5%
19	1303	3.4%
12	1291	3.3%
Other values (72)	24836	64.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	4	< 0.1%
3	179	0.5%
4	415	1.1%
5	543	1.4%
6	674	1.7%
7	813	2.1%
8	989	2.6%
9	1056	2.7%
10	1172	3.0%
11	1241	3.2%

Value	Count	Frequency (%)
90	1	< 0.1%
87	1	< 0.1%
81	1	< 0.1%
80	1	< 0.1%
79	2	< 0.1%
78	1	< 0.1%
77	1	< 0.1%
76	2	< 0.1%
75	2	< 0.1%
74	1	< 0.1%

int_rate_groups
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	339.3 KiB

9%-13%	14249
13%-17%	10770
5%-9%	9985
17%-21%	3091
21%-24%	482

Length

Max length	7
Median length	6
Mean length	6.1129689
Min length	5

Characters and Unicode

Total characters	235820
Distinct characters	9
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	9%-13%
2nd row	13%-17%
3rd row	13%-17%
4th row	13%-17%
5th row	5%-9%

Common Values

Value	Count	Frequency (%)
9%-13%	14249	36.9%
13%-17%	10770	27.9%
5%-9%	9985	25.9%
17%-21%	3091	8.0%
21%-24%	482	1.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
9%-13	14249	36.9%
13%-17	10770	27.9%
5%-9	9985	25.9%
17%-21	3091	8.0%
21%-24	482	1.2%

Most occurring characters

Value	Count	Frequency (%)
%	77154	32.7%
1	42453	18.0%
-	38577	16.4%
3	25019	10.6%
9	24234	10.3%
7	13861	5.9%
5	9985	4.2%
2	4055	1.7%
4	482	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	120089	50.9%
Other Punctuation	77154	32.7%
Dash Punctuation	38577	16.4%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	42453	35.4%
3	25019	20.8%
9	24234	20.2%
7	13861	11.5%
5	9985	8.3%
2	4055	3.4%
4	482	0.4%

Other Punctuation

Value	Count	Frequency (%)
%	77154	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	38577	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	235820	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
%	77154	32.7%
1	42453	18.0%
-	38577	16.4%
3	25019	10.6%
9	24234	10.3%
7	13861	5.9%
5	9985	4.2%
2	4055	1.7%
4	482	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	235820	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
%	77154	32.7%
1	42453	18.0%
-	38577	16.4%
3	25019	10.6%
9	24234	10.3%
7	13861	5.9%
5	9985	4.2%
2	4055	1.7%
4	482	0.2%

open_acc_groups
Categorical

HIGH CORRELATION IMBALANCE

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	339.3 KiB

2-10	25750
10-19	11432
19-27	1314
27-36	74
36-44	7

Length

Max length	5
Median length	4
Mean length	4.3325038
Min length	4

Characters and Unicode

Total characters	167135
Distinct characters	9
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2-10
2nd row	2-10
3rd row	2-10
4th row	2-10
5th row	2-10

Common Values

Value	Count	Frequency (%)
2-10	25750	66.7%
10-19	11432	29.6%
19-27	1314	3.4%
27-36	74	0.2%
36-44	7	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2-10	25750	66.7%
10-19	11432	29.6%
19-27	1314	3.4%
27-36	74	0.2%
36-44	7	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
1	49928	29.9%
-	38577	23.1%
0	37182	22.2%
2	27138	16.2%
9	12746	7.6%
7	1388	0.8%
3	81	< 0.1%
6	81	< 0.1%
4	14	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	128558	76.9%
Dash Punctuation	38577	23.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	49928	38.8%
0	37182	28.9%
2	27138	21.1%
9	12746	9.9%
7	1388	1.1%
3	81	0.1%
6	81	0.1%
4	14	< 0.1%

Dash Punctuation

Value	Count	Frequency (%)
-	38577	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	167135	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	49928	29.9%
-	38577	23.1%
0	37182	22.2%
2	27138	16.2%
9	12746	7.6%
7	1388	0.8%
3	81	< 0.1%
6	81	< 0.1%
4	14	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	167135	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	49928	29.9%
-	38577	23.1%
0	37182	22.2%
2	27138	16.2%
9	12746	7.6%
7	1388	0.8%
3	81	< 0.1%
6	81	< 0.1%
4	14	< 0.1%

revol_util_groups
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	339.3 KiB

40-60	8402
60-80	8012
0-20	7765
20-40	7715
80-100	6683

Length

Max length	6
Median length	5
Mean length	4.9719522
Min length	4

Characters and Unicode

Total characters	191803
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	80-100
2nd row	0-20
3rd row	80-100
4th row	20-40
5th row	20-40

Common Values

Value	Count	Frequency (%)
40-60	8402	21.8%
60-80	8012	20.8%
0-20	7765	20.1%
20-40	7715	20.0%
80-100	6683	17.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
40-60	8402	21.8%
60-80	8012	20.8%
0-20	7765	20.1%
20-40	7715	20.0%
80-100	6683	17.3%

Most occurring characters

Value	Count	Frequency (%)
0	83837	43.7%
-	38577	20.1%
6	16414	8.6%
4	16117	8.4%
2	15480	8.1%
8	14695	7.7%
1	6683	3.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	153226	79.9%
Dash Punctuation	38577	20.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	83837	54.7%
6	16414	10.7%
4	16117	10.5%
2	15480	10.1%
8	14695	9.6%
1	6683	4.4%

Dash Punctuation

Value	Count	Frequency (%)
-	38577	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	191803	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	83837	43.7%
-	38577	20.1%
6	16414	8.6%
4	16117	8.4%
2	15480	8.1%
8	14695	7.7%
1	6683	3.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	191803	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	83837	43.7%
-	38577	20.1%
6	16414	8.6%
4	16117	8.4%
2	15480	8.1%
8	14695	7.7%
1	6683	3.5%

total_acc_groups
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	339.3 KiB

2-20	18081
20-37	16601
37-55	3446
55-74	435
74-90	14

Length

Max length	5
Median length	5
Mean length	4.531301
Min length	4

Characters and Unicode

Total characters	174804
Distinct characters	8
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2-20
2nd row	2-20
3rd row	2-20
4th row	20-37
5th row	2-20

Common Values

Value	Count	Frequency (%)
2-20	18081	46.9%
20-37	16601	43.0%
37-55	3446	8.9%
55-74	435	1.1%
74-90	14	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2-20	18081	46.9%
20-37	16601	43.0%
37-55	3446	8.9%
55-74	435	1.1%
74-90	14	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
2	52763	30.2%
-	38577	22.1%
0	34696	19.8%
7	20496	11.7%
3	20047	11.5%
5	7762	4.4%
4	449	0.3%
9	14	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	136227	77.9%
Dash Punctuation	38577	22.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	52763	38.7%
0	34696	25.5%
7	20496	15.0%
3	20047	14.7%
5	7762	5.7%
4	449	0.3%
9	14	< 0.1%

Dash Punctuation

Value	Count	Frequency (%)
-	38577	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	174804	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	52763	30.2%
-	38577	22.1%
0	34696	19.8%
7	20496	11.7%
3	20047	11.5%
5	7762	4.4%
4	449	0.3%
9	14	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	174804	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	52763	30.2%
-	38577	22.1%
0	34696	19.8%
7	20496	11.7%
3	20047	11.5%
5	7762	4.4%
4	449	0.3%
9	14	< 0.1%

annual_inc_groups
Categorical

HIGH CORRELATION IMBALANCE

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	339.3 KiB

3k-31k	38569
31k-58k	6
85k-112k	1
112k-140k	1

Length

Max length	9
Median length	6
Mean length	6.0002851
Min length	6

Characters and Unicode

Total characters	231473
Distinct characters	9
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	3k-31k
2nd row	3k-31k
3rd row	3k-31k
4th row	3k-31k
5th row	3k-31k

Common Values

Value	Count	Frequency (%)
3k-31k	38569	> 99.9%
31k-58k	6	< 0.1%
85k-112k	1	< 0.1%
112k-140k	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3k-31k	38569	> 99.9%
31k-58k	6	< 0.1%
85k-112k	1	< 0.1%
112k-140k	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
k	77154	33.3%
3	77144	33.3%
1	38580	16.7%
-	38577	16.7%
5	7	< 0.1%
8	7	< 0.1%
2	2	< 0.1%
4	1	< 0.1%
0	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	115742	50.0%
Lowercase Letter	77154	33.3%
Dash Punctuation	38577	16.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	77144	66.7%
1	38580	33.3%
5	7	< 0.1%
8	7	< 0.1%
2	2	< 0.1%
4	1	< 0.1%
0	1	< 0.1%

Lowercase Letter

Value	Count	Frequency (%)
k	77154	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	38577	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	154319	66.7%
Latin	77154	33.3%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	77144	50.0%
1	38580	25.0%
-	38577	25.0%
5	7	< 0.1%
8	7	< 0.1%
2	2	< 0.1%
4	1	< 0.1%
0	1	< 0.1%

Latin

Value	Count	Frequency (%)
k	77154	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	231473	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
k	77154	33.3%
3	77144	33.3%
1	38580	16.7%
-	38577	16.7%
5	7	< 0.1%
8	7	< 0.1%
2	2	< 0.1%
4	1	< 0.1%
0	1	< 0.1%

Auto

Heatmap
Table

	loan_amnt	funded_amnt_inv	int_rate	installment	annual_inc	dti	inq_last_6mths	open_acc	revol_util	total_acc	term	grade	sub_grade	emp_length	home_ownership	verification_status	issue_d	loan_status	purpose	pub_rec	int_rate_groups	open_acc_groups	revol_util_groups	total_acc_groups	annual_inc_groups
loan_amnt	1.000	0.932	0.244	0.959	0.427	0.070	-0.001	0.208	0.070	0.274	0.349	0.136	0.124	0.046	0.086	0.307	0.080	0.066	0.116	0.022	0.173	0.072	0.054	0.117	0.001
funded_amnt_inv	0.932	1.000	0.243	0.909	0.400	0.079	-0.016	0.191	0.079	0.261	0.349	0.129	0.115	0.051	0.082	0.308	0.148	0.054	0.108	0.023	0.169	0.066	0.056	0.111	0.000
int_rate	0.244	0.243	1.000	0.244	0.054	0.118	0.166	-0.032	0.467	-0.075	0.469	0.712	0.681	0.026	0.057	0.158	0.160	0.212	0.060	0.054	0.964	0.076	0.238	0.055	0.000
installment	0.959	0.909	0.244	1.000	0.419	0.064	0.001	0.198	0.101	0.247	0.134	0.135	0.122	0.038	0.068	0.267	0.076	0.039	0.113	0.021	0.165	0.069	0.064	0.106	0.000
annual_inc	0.427	0.400	0.054	0.419	1.000	-0.102	0.035	0.306	0.048	0.432	0.000	0.000	0.000	0.004	0.000	0.002	0.019	0.000	0.000	0.000	0.000	0.000	0.006	0.000	1.000
dti	0.070	0.079	0.118	0.064	-0.102	1.000	0.014	0.305	0.274	0.239	0.077	0.063	0.057	0.017	0.025	0.070	0.043	0.047	0.082	0.015	0.076	0.114	0.170	0.105	0.021
inq_last_6mths	-0.001	-0.016	0.166	0.001	0.035	0.014	1.000	0.096	-0.048	0.107	0.048	0.078	0.084	0.003	0.042	0.012	0.038	0.075	0.040	0.021	0.094	0.044	0.054	0.054	0.000
open_acc	0.208	0.191	-0.032	0.198	0.306	0.305	0.096	1.000	-0.080	0.689	0.049	0.077	0.085	0.029	0.107	0.071	0.025	0.010	0.047	0.000	0.094	1.000	0.082	0.361	0.000
revol_util	0.070	0.079	0.467	0.101	0.048	0.274	-0.048	-0.080	1.000	-0.063	0.069	0.205	0.178	0.006	0.052	0.046	0.047	0.099	0.101	0.032	0.240	0.073	1.000	0.051	0.005
total_acc	0.274	0.261	-0.075	0.247	0.432	0.239	0.107	0.689	-0.063	1.000	0.098	0.051	0.051	0.069	0.169	0.100	0.029	0.031	0.048	0.023	0.063	0.353	0.051	1.000	0.000
term	0.349	0.349	0.469	0.134	0.000	0.077	0.048	0.049	0.069	0.098	1.000	0.441	0.475	0.100	0.104	0.248	0.343	0.173	0.112	0.013	0.452	0.041	0.068	0.087	0.004
grade	0.136	0.129	0.712	0.135	0.000	0.063	0.078	0.077	0.205	0.051	0.441	1.000	1.000	0.018	0.051	0.137	0.070	0.202	0.069	0.055	0.779	0.071	0.240	0.050	0.000
sub_grade	0.124	0.115	0.681	0.122	0.000	0.057	0.084	0.085	0.178	0.051	0.475	1.000	1.000	0.022	0.057	0.145	0.043	0.207	0.053	0.058	0.825	0.099	0.254	0.062	0.000
emp_length	0.046	0.051	0.026	0.038	0.004	0.017	0.003	0.029	0.006	0.069	0.100	0.018	0.022	1.000	0.129	0.083	0.062	0.028	0.035	0.037	0.030	0.035	0.012	0.089	0.000
home_ownership	0.086	0.082	0.057	0.068	0.000	0.025	0.042	0.107	0.052	0.169	0.104	0.051	0.057	0.129	1.000	0.074	0.133	0.022	0.125	0.013	0.051	0.082	0.051	0.154	0.000
verification_status	0.307	0.308	0.158	0.267	0.002	0.070	0.012	0.071	0.046	0.100	0.248	0.137	0.145	0.083	0.074	1.000	0.288	0.048	0.095	0.008	0.150	0.058	0.045	0.091	0.000
issue_d	0.080	0.148	0.160	0.076	0.019	0.043	0.038	0.025	0.047	0.029	0.343	0.070	0.043	0.062	0.133	0.288	1.000	0.064	0.073	0.020	0.151	0.023	0.068	0.033	0.000
loan_status	0.066	0.054	0.212	0.039	0.000	0.047	0.075	0.010	0.099	0.031	0.173	0.202	0.207	0.028	0.022	0.048	0.064	1.000	0.097	0.054	0.204	0.009	0.097	0.024	0.000
purpose	0.116	0.108	0.060	0.113	0.000	0.082	0.040	0.047	0.101	0.048	0.112	0.069	0.053	0.035	0.125	0.095	0.073	0.097	1.000	0.017	0.081	0.049	0.145	0.055	0.000
pub_rec	0.022	0.023	0.054	0.021	0.000	0.015	0.021	0.000	0.032	0.023	0.013	0.055	0.058	0.037	0.013	0.008	0.020	0.054	0.017	1.000	0.052	0.000	0.030	0.015	0.000
int_rate_groups	0.173	0.169	0.964	0.165	0.000	0.076	0.094	0.094	0.240	0.063	0.452	0.779	0.825	0.030	0.051	0.150	0.151	0.204	0.081	0.052	1.000	0.077	0.230	0.052	0.000
open_acc_groups	0.072	0.066	0.076	0.069	0.000	0.114	0.044	1.000	0.073	0.353	0.041	0.071	0.099	0.035	0.082	0.058	0.023	0.009	0.049	0.000	0.077	1.000	0.067	0.325	0.000
revol_util_groups	0.054	0.056	0.238	0.064	0.006	0.170	0.054	0.082	1.000	0.051	0.068	0.240	0.254	0.012	0.051	0.045	0.068	0.097	0.145	0.030	0.230	0.067	1.000	0.046	0.001
total_acc_groups	0.117	0.111	0.055	0.106	0.000	0.105	0.054	0.361	0.051	1.000	0.087	0.050	0.062	0.089	0.154	0.091	0.033	0.024	0.055	0.015	0.052	0.325	0.046	1.000	0.000
annual_inc_groups	0.001	0.000	0.000	0.000	1.000	0.021	0.000	0.000	0.005	0.000	0.004	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.001	0.000	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	loan_amnt	funded_amnt_inv	term	int_rate	installment	grade	sub_grade	emp_length	home_ownership	annual_inc	verification_status	issue_d	loan_status	purpose	dti	earliest_cr_line	inq_last_6mths	open_acc	revol_util	total_acc	int_rate_groups	open_acc_groups	revol_util_groups	total_acc_groups	annual_inc_groups
0	5000	4975.0	36 months	10.65	162.87	B	B2	10+ years	RENT	24000.0	Verified	Dec-11	Fully Paid	credit_card	27.65	Jan-85	1	3.0	83.7	9.0	9%-13%	2-10	80-100	2-20	3k-31k
1	2500	2500.0	60 months	15.27	59.83	C	C4	< 1 year	RENT	30000.0	Source Verified	Dec-11	Charged Off	car	1.00	Apr-99	5	3.0	9.4	4.0	13%-17%	2-10	0-20	2-20	3k-31k
2	2400	2400.0	36 months	15.96	84.33	C	C5	10+ years	RENT	12252.0	Not Verified	Dec-11	Fully Paid	small_business	8.72	Nov-01	2	2.0	98.5	10.0	13%-17%	2-10	80-100	2-20	3k-31k
3	10000	10000.0	36 months	13.49	339.31	C	C1	10+ years	RENT	49200.0	Source Verified	Dec-11	Fully Paid	other	20.00	Feb-96	1	10.0	21.0	37.0	13%-17%	2-10	20-40	20-37	3k-31k
5	5000	5000.0	36 months	7.90	156.46	A	A4	3 years	RENT	36000.0	Source Verified	Dec-11	Fully Paid	wedding	11.20	Nov-04	3	9.0	28.3	12.0	5%-9%	2-10	20-40	2-20	3k-31k
6	7000	7000.0	60 months	15.96	170.08	C	C5	8 years	RENT	47004.0	Not Verified	Dec-11	Fully Paid	debt_consolidation	23.51	Jul-05	1	7.0	85.6	11.0	13%-17%	2-10	80-100	2-20	3k-31k
7	3000	3000.0	36 months	18.64	109.43	E	E1	9 years	RENT	48000.0	Source Verified	Dec-11	Fully Paid	car	5.35	Jan-07	2	4.0	87.5	4.0	17%-21%	2-10	80-100	2-20	3k-31k
8	5600	5600.0	60 months	21.28	152.39	F	F2	4 years	OWN	40000.0	Source Verified	Dec-11	Charged Off	small_business	5.55	Apr-04	2	11.0	32.6	13.0	21%-24%	10-19	20-40	2-20	3k-31k
9	5375	5350.0	60 months	12.69	121.45	B	B5	< 1 year	RENT	15000.0	Verified	Dec-11	Charged Off	other	18.08	Sep-04	0	2.0	36.5	3.0	9%-13%	2-10	20-40	2-20	3k-31k
10	6500	6500.0	60 months	14.65	153.45	C	C3	5 years	OWN	72000.0	Not Verified	Dec-11	Fully Paid	debt_consolidation	16.12	Jan-98	2	14.0	20.6	23.0	13%-17%	10-19	20-40	20-37	3k-31k

	loan_amnt	funded_amnt_inv	term	int_rate	installment	grade	sub_grade	emp_length	home_ownership	annual_inc	verification_status	issue_d	loan_status	purpose	dti	earliest_cr_line	inq_last_6mths	open_acc	pub_rec	revol_util	total_acc	int_rate_groups	open_acc_groups	revol_util_groups	total_acc_groups	annual_inc_groups
39707	5000	525.0	36 months	9.33	159.77	B	B3	2 years	MORTGAGE	180000.0	Not Verified	Jul-07	Fully Paid	home_improvement	11.93	Feb-95	1	16.0	0	39.2	38.0	9%-13%	10-19	20-40	37-55	3k-31k
39708	5000	375.0	36 months	9.96	161.25	B	B5	4 years	MORTGAGE	48000.0	Not Verified	Jul-07	Fully Paid	debt_consolidation	8.03	Aug-95	1	6.0	0	48.6	6.0	9%-13%	2-10	40-60	2-20	3k-31k
39709	5000	675.0	36 months	11.22	164.23	C	C4	< 1 year	OWN	80000.0	Not Verified	Jul-07	Fully Paid	credit_card	1.21	Jul-96	3	15.0	1	16.1	29.0	9%-13%	10-19	0-20	20-37	3k-31k
39710	5000	250.0	36 months	7.43	155.38	A	A2	1 year	OWN	85000.0	Not Verified	Jul-07	Fully Paid	credit_card	0.31	Oct-97	0	7.0	0	0.6	19.0	5%-9%	2-10	0-20	2-20	3k-31k
39711	5000	700.0	36 months	8.70	158.30	B	B1	5 years	MORTGAGE	75000.0	Not Verified	Jul-07	Fully Paid	credit_card	15.55	May-94	0	10.0	0	23.0	29.0	5%-9%	2-10	20-40	20-37	3k-31k
39712	2500	1075.0	36 months	8.07	78.42	A	A4	4 years	MORTGAGE	110000.0	Not Verified	Jul-07	Fully Paid	home_improvement	11.33	Nov-90	0	13.0	0	13.1	40.0	5%-9%	10-19	0-20	37-55	3k-31k
39713	8500	875.0	36 months	10.28	275.38	C	C1	3 years	RENT	18000.0	Not Verified	Jul-07	Fully Paid	credit_card	6.40	Dec-86	1	6.0	0	26.9	9.0	9%-13%	2-10	20-40	2-20	3k-31k
39714	5000	1325.0	36 months	8.07	156.84	A	A4	< 1 year	MORTGAGE	100000.0	Not Verified	Jul-07	Fully Paid	debt_consolidation	2.30	Oct-98	0	11.0	0	19.4	20.0	5%-9%	10-19	0-20	20-37	3k-31k
39715	5000	650.0	36 months	7.43	155.38	A	A2	< 1 year	MORTGAGE	200000.0	Not Verified	Jul-07	Fully Paid	other	3.72	Nov-88	0	17.0	0	0.7	26.0	5%-9%	10-19	0-20	20-37	3k-31k
39716	7500	800.0	36 months	13.75	255.43	E	E2	< 1 year	OWN	22000.0	Not Verified	Jun-07	Fully Paid	debt_consolidation	14.29	Oct-03	0	7.0	0	51.5	8.0	13%-17%	2-10	40-60	2-20	3k-31k

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Math Symbol

Space Separator

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category